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基于基因表达的移植物抗宿主病相关干眼症预测模型

Gene Expression-Based Predictive Models of Graft Versus Host Disease-Associated Dry Eye.

作者信息

Cocho Lidia, Fernández Itziar, Calonge Margarita, Martínez Verónica, González-García María J, Caballero Dolores, López-Corral Lucía, García-Vázquez Carmen, Vázquez Lourdes, Stern Michael E, Enríquez-de-Salamanca Amalia

机构信息

Institute of Applied Ophthalmobiology (IOBA), University of Valladolid, Valladolid, Spain.

Institute of Applied Ophthalmobiology (IOBA), University of Valladolid, Valladolid, Spain 2Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Spain.

出版信息

Invest Ophthalmol Vis Sci. 2015 Jul;56(8):4570-81. doi: 10.1167/iovs.15-16736.

Abstract

PURPOSE

To develop a predictive model based on inflammatory gene mRNA expression in conjunctival cells of graft versus host disease (GvHD)-associated dry eye (DE) patients, as well as to find meaningful correlations between gene signals and clinical signs.

METHODS

Twenty GvHD-DE patients and 14 healthy controls were recruited. Patients discontinued medications for 1 week before examination. Dry eye-related symptoms and signs were recorded, and conjunctival epithelial cells were collected by impression cytology after spending 20 minutes under standard conditions within a Controlled Environmental Research Laboratory. Gene expression of inflammatory molecules was determined by polymerase chain reaction, and the results were correlated with clinical signs. Shrinkage discriminant analysis, support vector machine, and k-nearest neighbor classifier methods were used to develop predictive models that were validated considering accuracy, calibration, and discriminant capability.

RESULTS

Out of the 84 genes analyzed, 34 showed significant differences in expression. IL-6, IL-9, CCL24, CCL18, IL-10, IFN-γ, and CCL2 were highly increased (>6-fold); 26 genes were moderately upregulated (2- to 6-fold), whereas EGFR was downregulated (2.63 fold) in GvHD-DE samples. A panel based on EGFR, IL-6, IL-9, and NAMPT had an area under the receiver operating characteristic curve of 0.994, a sensitivity of 100%, and a specificity of 92.9%. EGFR expression correlated negatively with ocular surface damage markers, while IL-6, IL-9, and NAMPT correlated positively with these tests.

CONCLUSIONS

EGFR, IL-6, IL-9, and NAMPT have the greatest potential as diagnostic biomarkers, with excellent sensitivity, specificity, and clinical relevance to the ocular surface status of GvHD.

摘要

目的

基于移植物抗宿主病(GvHD)相关干眼症(DE)患者结膜细胞中的炎症基因mRNA表达建立预测模型,并找出基因信号与临床体征之间的有意义关联。

方法

招募了20例GvHD-DE患者和14名健康对照。患者在检查前停药1周。记录干眼症相关症状和体征,并在环境控制研究实验室的标准条件下停留20分钟后,通过印片细胞学收集结膜上皮细胞。通过聚合酶链反应测定炎症分子的基因表达,并将结果与临床体征相关联。使用收缩判别分析、支持向量机和k近邻分类器方法建立预测模型,并从准确性、校准和判别能力方面进行验证。

结果

在分析的84个基因中,有34个基因表达存在显著差异。IL-6、IL-9、CCL24、CCL18、IL-10、IFN-γ和CCL2显著升高(>6倍);26个基因中度上调(2至6倍),而GvHD-DE样本中的表皮生长因子受体(EGFR)下调(2.63倍)。基于EGFR、IL-6、IL-9和烟酰胺磷酸核糖转移酶(NAMPT)的组合在受试者工作特征曲线下的面积为0.994,灵敏度为100%,特异性为92.9%。EGFR表达与眼表损伤标志物呈负相关,而IL-6、IL-9和NAMPT与这些检测呈正相关。

结论

EGFR、IL-6、IL-9和NAMPT作为诊断生物标志物具有最大潜力,对GvHD的眼表状态具有出色的灵敏度、特异性和临床相关性。

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